ON THE RELATION BETWEEN THE ISRA AND THE EM ALGORITHM FOR POSITRON EMISSION TOMOGRAPHY

Authors
Citation
Ar. Depierro, ON THE RELATION BETWEEN THE ISRA AND THE EM ALGORITHM FOR POSITRON EMISSION TOMOGRAPHY, IEEE transactions on medical imaging, 12(2), 1993, pp. 328-333
Citations number
31
Categorie Soggetti
Engineering, Biomedical","Radiology,Nuclear Medicine & Medical Imaging
ISSN journal
02780062
Volume
12
Issue
2
Year of publication
1993
Pages
328 - 333
Database
ISI
SICI code
0278-0062(1993)12:2<328:OTRBTI>2.0.ZU;2-H
Abstract
The image space reconstruction algorithm (ISRA) was proposed as a modi fication of the expectation maximization (EM) algorithm based on physi cal considerations for application in volume emission computed tomogra phy. As a consequence of this modification, ISRA searches for least sq uares solutions instead of maximizing Poisson likelihoods as the EM al gorithm. In this paper, we show that both algorithms may be obtained f rom a common mathematical framework. We use this fact to extend ISRA f or penalized likelihood estimates.